Automated imbalanced classification via meta-learning

N Moniz, V Cerqueira - Expert Systems with Applications, 2021 - Elsevier
Imbalanced learning is one of the most relevant problems in machine learning. However, it
faces two crucial challenges. First, the amount of methods proposed to deal with such …

No Free Lunch in imbalanced learning

N Moniz, H Monteiro - Knowledge-Based Systems, 2021 - Elsevier
Abstract The No Free Lunch (NFL) theorems have sparked intense debate since their
publication, from theoretical and practical perspectives. However, to this date, no discussion …